Uncertainty Quantification for Deep Context-Aware Mobile Activity Recognition and Unknown Context Discovery

Huo Zepeng
Huo Zepeng
PakBin Arash
PakBin Arash
Hurley Nathan
Hurley Nathan
Yuan Ye
Yuan Ye
Wang Zhangyang
Wang Zhangyang
Mortazavi Bobak
Mortazavi Bobak

AISTATS, pp. 3894-3904, 2020.

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Abstract:

Activity recognition in wearable computing faces two key challenges: i) activity characteristics may be context-dependent and change under different contexts or situations; ii) unknown contexts and activities may occur from time to time, requiring flexibility and adaptability of the algorithm. We develop a context-aware mixture of deep ...More

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